Pandas Profiling Report

Dataset statistics

Number of variables	39
Number of observations	2930
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	5
Duplicate rows (%)	0.2%
Total size in memory	892.9 KiB
Average record size in memory	312.0 B

Variable types

NUM	20
CAT	19

Warnings

Dataset has 5 (0.2%) duplicate rows	Duplicates
`MasVnrArea` has 1771 (60.4%) zeros	Zeros
`BsmtFinSF1` has 930 (31.7%) zeros	Zeros
`BsmtFinSF2` has 2579 (88.0%) zeros	Zeros
`BsmtUnfSF` has 244 (8.3%) zeros	Zeros
`TotalBsmtSF` has 79 (2.7%) zeros	Zeros
`2ndFlrSF` has 1678 (57.3%) zeros	Zeros
`Fireplaces` has 1422 (48.5%) zeros	Zeros
`GarageArea` has 157 (5.4%) zeros	Zeros
`WoodDeckSF` has 1526 (52.1%) zeros	Zeros
`OpenPorchSF` has 1300 (44.4%) zeros	Zeros

Reproduction

Analysis started	2020-10-20 20:03:13.475688
Analysis finished	2020-10-20 20:04:29.578872
Duration	1 minute and 16.1 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Neighborhood
Categorical

Distinct	28
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

NAmes	443
CollgCr	267
OldTown	239
Edwards	194
Somerst	182
Other values (23)	1605

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
NAmes	443	15.1%
CollgCr	267	9.1%
OldTown	239	8.2%
Edwards	194	6.6%
Somerst	182	6.2%
NridgHt	166	5.7%
Gilbert	165	5.6%
Sawyer	151	5.2%
NWAmes	131	4.5%
SawyerW	125	4.3%
Other values (18)	867	29.6%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.499317406
Min length	5

OverallQual
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.094880546
Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.411026084
Coefficient of variation (CV)	0.2315100473
Kurtosis	0.05241244956
Mean	6.094880546
Median Absolute Deviation (MAD)	1
Skewness	0.190633956
Sum	17858
Variance	1.990994608
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	825	28.2%
6	732	25.0%
7	602	20.5%
8	350	11.9%
4	226	7.7%
9	107	3.7%
3	40	1.4%
10	31	1.1%
2	13	0.4%
1	4	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4	0.1%
2	13	0.4%
3	40	1.4%
4	226	7.7%
5	825	28.2%

Value	Count	Frequency (%)
10	31	1.1%
9	107	3.7%
8	350	11.9%
7	602	20.5%
6	732	25.0%

OverallCond
Real number (ℝ_≥0)

Distinct	9
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.563139932
Minimum	1
Maximum	9
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	5
median	5
Q3	6
95-th percentile	8
Maximum	9
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.11153656
Coefficient of variation (CV)	0.1998038111
Kurtosis	1.491449722
Mean	5.563139932
Median Absolute Deviation (MAD)	0
Skewness	0.574429477
Sum	16300
Variance	1.235513524
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
5	1654	56.5%
6	533	18.2%
7	390	13.3%
8	144	4.9%
4	101	3.4%
3	50	1.7%
9	41	1.4%
2	10	0.3%
1	7	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	0.2%
2	10	0.3%
3	50	1.7%
4	101	3.4%
5	1654	56.5%

Value	Count	Frequency (%)
9	41	1.4%
8	144	4.9%
7	390	13.3%
6	533	18.2%
5	1654	56.5%

YearBuilt
Real number (ℝ_≥0)

Distinct	118
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1971.356314
Minimum	1872
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	1872
5-th percentile	1915
Q1	1954
median	1973
Q3	2001
95-th percentile	2007
Maximum	2010
Range	138
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	30.24536063
Coefficient of variation (CV)	0.01534241193
Kurtosis	-0.5017150401
Mean	1971.356314
Median Absolute Deviation (MAD)	25
Skewness	-0.6044622214
Sum	5776074
Variance	914.7818396
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	142	4.8%
2006	138	4.7%
2007	109	3.7%
2004	99	3.4%
2003	88	3.0%
1977	57	1.9%
1920	57	1.9%
1976	54	1.8%
1999	52	1.8%
2008	49	1.7%
Other values (108)	2085	71.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1872	1	< 0.1%
1875	1	< 0.1%
1879	1	< 0.1%
1880	5	0.2%
1882	1	< 0.1%

Value	Count	Frequency (%)
2010	3	0.1%
2009	25	0.9%
2008	49	1.7%
2007	109	3.7%
2006	138	4.7%

RoofStyle
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Gable	2321
Hip	551
Gambrel	22
Flat	20
Mansard	11

Frequencies
Length

Value	Count	Frequency (%)
Gable	2321	79.2%
Hip	551	18.8%
Gambrel	22	0.8%
Flat	20	0.7%
Mansard	11	0.4%
Shed	5	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	5
Mean length	4.637883959
Min length	3

Exterior1st
Categorical

Distinct	16
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

VinylSd	1026
MetalSd	450
HdBoard	442
Wd Sdng	420
Plywood	221
Other values (11)	371

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
VinylSd	1026	35.0%
MetalSd	450	15.4%
HdBoard	442	15.1%
Wd Sdng	420	14.3%
Plywood	221	7.5%
CemntBd	126	4.3%
BrkFace	88	3.0%
WdShing	56	1.9%
AsbShng	44	1.5%
Stucco	43	1.5%
Other values (6)	14	0.5%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.983276451
Min length	5

Exterior2nd
Categorical

Distinct	17
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

VinylSd	1015
MetalSd	447
HdBoard	406
Wd Sdng	397
Plywood	274
Other values (12)	391

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
VinylSd	1015	34.6%
MetalSd	447	15.3%
HdBoard	406	13.9%
Wd Sdng	397	13.5%
Plywood	274	9.4%
CmentBd	126	4.3%
Wd Shng	81	2.8%
BrkFace	47	1.6%
Stucco	47	1.6%
AsbShng	38	1.3%
Other values (7)	52	1.8%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.978156997
Min length	5

MasVnrType
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

None	1775
BrkFace	880
Stone	249
BrkCmn	25
CBlock	1

Frequencies
Length

Value	Count	Frequency (%)
None	1775	60.6%
BrkFace	880	30.0%
Stone	249	8.5%
BrkCmn	25	0.9%
CBlock	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	7
Median length	4
Mean length	5.003754266
Min length	4

MasVnrArea
Real number (ℝ_≥0)

ZEROS

Distinct	445
Distinct (%)	15.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	101.0969283
Minimum	0
Maximum	1600
Zeros	1771
Zeros (%)	60.4%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	162.75
95-th percentile	466
Maximum	1600
Range	1600
Interquartile range (IQR)	162.75

Descriptive statistics

Standard deviation	178.6345448
Coefficient of variation (CV)	1.766963129
Kurtosis	9.368695949
Mean	101.0969283
Median Absolute Deviation (MAD)	0
Skewness	2.61930513
Sum	296214
Variance	31910.30061
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1771	60.4%
120	15	0.5%
176	13	0.4%
200	13	0.4%
216	12	0.4%
180	12	0.4%
144	11	0.4%
108	11	0.4%
72	11	0.4%
16	11	0.4%
Other values (435)	1050	35.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1771	60.4%
1	3	0.1%
3	1	< 0.1%
11	1	< 0.1%
14	4	0.1%

Value	Count	Frequency (%)
1600	1	< 0.1%
1378	1	< 0.1%
1290	1	< 0.1%
1224	2	0.1%
1170	1	< 0.1%

ExterQual
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

TA	1799
Gd	989
Ex	107
Fa	35

Frequencies
Length

Value	Count	Frequency (%)
TA	1799	61.4%
Gd	989	33.8%
Ex	107	3.7%
Fa	35	1.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Foundation
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

PConc	1310
CBlock	1244
BrkTil	311
Slab	49
Stone	11

Frequencies
Length

Value	Count	Frequency (%)
PConc	1310	44.7%
CBlock	1244	42.5%
BrkTil	311	10.6%
Slab	49	1.7%
Stone	11	0.4%
Wood	5	0.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.512286689
Min length	4

BsmtQual
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

TA	1363
Gd	1219
Ex	258
Fa	88
Po	2

Frequencies
Length

Value	Count	Frequency (%)
TA	1363	46.5%
Gd	1219	41.6%
Ex	258	8.8%
Fa	88	3.0%
Po	2	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

BsmtExposure
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

No	1989
Av	418
Gd	284
Mn	239

Frequencies
Length

Value	Count	Frequency (%)
No	1989	67.9%
Av	418	14.3%
Gd	284	9.7%
Mn	239	8.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

BsmtFinType1
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

GLQ	939
Unf	851
ALQ	429
Rec	288
BLQ	269

Frequencies
Length

Value	Count	Frequency (%)
GLQ	939	32.0%
Unf	851	29.0%
ALQ	429	14.6%
Rec	288	9.8%
BLQ	269	9.2%
LwQ	154	5.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

BsmtFinSF1
Real number (ℝ_≥0)

ZEROS

Distinct	995
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	442.6047782
Minimum	0
Maximum	5644
Zeros	930
Zeros (%)	31.7%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	370
Q3	734
95-th percentile	1274
Maximum	5644
Range	5644
Interquartile range (IQR)	734

Descriptive statistics

Standard deviation	455.5150362
Coefficient of variation (CV)	1.029168818
Kurtosis	6.862784985
Mean	442.6047782
Median Absolute Deviation (MAD)	370
Skewness	1.416567236
Sum	1296832
Variance	207493.9482
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	930	31.7%
24	27	0.9%
16	14	0.5%
300	9	0.3%
288	8	0.3%
384	8	0.3%
20	8	0.3%
600	8	0.3%
456	7	0.2%
360	7	0.2%
Other values (985)	1904	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	930	31.7%
2	1	< 0.1%
16	14	0.5%
20	8	0.3%
24	27	0.9%

Value	Count	Frequency (%)
5644	1	< 0.1%
4010	1	< 0.1%
2288	1	< 0.1%
2260	1	< 0.1%
2257	1	< 0.1%

BsmtFinType2
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Unf	2580
Rec	106
LwQ	89
BLQ	68
ALQ	53

Frequencies
Length

Value	Count	Frequency (%)
Unf	2580	88.1%
Rec	106	3.6%
LwQ	89	3.0%
BLQ	68	2.3%
ALQ	53	1.8%
GLQ	34	1.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

BsmtFinSF2
Real number (ℝ_≥0)

ZEROS

Distinct	274
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	49.70546075
Minimum	0
Maximum	1526
Zeros	2579
Zeros (%)	88.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	435
Maximum	1526
Range	1526
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	169.1420893
Coefficient of variation (CV)	3.402887464
Kurtosis	18.78928835
Mean	49.70546075
Median Absolute Deviation (MAD)	0
Skewness	4.140793743
Sum	145637
Variance	28609.04637
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2579	88.0%
294	5	0.2%
180	5	0.2%
72	3	0.1%
435	3	0.1%
483	3	0.1%
147	3	0.1%
374	3	0.1%
162	3	0.1%
182	3	0.1%
Other values (264)	320	10.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2579	88.0%
6	1	< 0.1%
12	1	< 0.1%
28	1	< 0.1%
32	1	< 0.1%

Value	Count	Frequency (%)
1526	1	< 0.1%
1474	1	< 0.1%
1393	1	< 0.1%
1164	1	< 0.1%
1127	1	< 0.1%

BsmtUnfSF
Real number (ℝ_≥0)

ZEROS

Distinct	1137
Distinct (%)	38.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	559.2307167
Minimum	0
Maximum	2336
Zeros	244
Zeros (%)	8.3%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	219
median	466
Q3	801.75
95-th percentile	1473.55
Maximum	2336
Range	2336
Interquartile range (IQR)	582.75

Descriptive statistics

Standard deviation	439.4224996
Coefficient of variation (CV)	0.7857624527
Kurtosis	0.4108531189
Mean	559.2307167
Median Absolute Deviation (MAD)	280
Skewness	0.923403041
Sum	1638546
Variance	193092.1332
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244	8.3%
384	19	0.6%
728	14	0.5%
672	13	0.4%
600	12	0.4%
216	11	0.4%
816	11	0.4%
572	11	0.4%
100	11	0.4%
270	10	0.3%
Other values (1127)	2574	87.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	244	8.3%
14	1	< 0.1%
15	1	< 0.1%
17	1	< 0.1%
20	1	< 0.1%

Value	Count	Frequency (%)
2336	1	< 0.1%
2153	1	< 0.1%
2140	1	< 0.1%
2121	1	< 0.1%
2062	1	< 0.1%

TotalBsmtSF
Real number (ℝ_≥0)

ZEROS

Distinct	1058
Distinct (%)	36.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1051.593515
Minimum	0
Maximum	6110
Zeros	79
Zeros (%)	2.7%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	453.25
Q1	793
median	990
Q3	1301.5
95-th percentile	1776
Maximum	6110
Range	6110
Interquartile range (IQR)	508.5

Descriptive statistics

Standard deviation	440.5413151
Coefficient of variation (CV)	0.418927379
Kurtosis	9.139809725
Mean	1051.593515
Median Absolute Deviation (MAD)	236
Skewness	1.156532259
Sum	3081169
Variance	194076.6504
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	79	2.7%
864	74	2.5%
672	29	1.0%
912	26	0.9%
1040	25	0.9%
768	24	0.8%
816	23	0.8%
728	21	0.7%
780	19	0.6%
1008	19	0.6%
Other values (1048)	2591	88.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	79	2.7%
105	1	< 0.1%
160	1	< 0.1%
173	1	< 0.1%
190	1	< 0.1%

Value	Count	Frequency (%)
6110	1	< 0.1%
5095	1	< 0.1%
3206	1	< 0.1%
3200	1	< 0.1%
3138	1	< 0.1%

Heating
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

GasA	2885
GasW	27
Grav	9
Wall	6
OthW	2

Frequencies
Length

Value	Count	Frequency (%)
GasA	2885	98.5%
GasW	27	0.9%
Grav	9	0.3%
Wall	6	0.2%
OthW	2	0.1%
Floor	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	5
Median length	4
Mean length	4.000341297
Min length	4

HeatingQC
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Ex	1495
TA	864
Gd	476
Fa	92
Po	3

Frequencies
Length

Value	Count	Frequency (%)
Ex	1495	51.0%
TA	864	29.5%
Gd	476	16.2%
Fa	92	3.1%
Po	3	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

1stFlrSF
Real number (ℝ_≥0)

Distinct	1083
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1159.557679
Minimum	334
Maximum	5095
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	334
5-th percentile	665.45
Q1	876.25
median	1084
Q3	1384
95-th percentile	1829.55
Maximum	5095
Range	4761
Interquartile range (IQR)	507.75

Descriptive statistics

Standard deviation	391.8908853
Coefficient of variation (CV)	0.3379658402
Kurtosis	6.968808529
Mean	1159.557679
Median Absolute Deviation (MAD)	236
Skewness	1.46942864
Sum	3397504
Variance	153578.4659
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	46	1.6%
1040	28	1.0%
912	19	0.6%
816	18	0.6%
848	18	0.6%
960	18	0.6%
894	17	0.6%
936	17	0.6%
672	17	0.6%
546	15	0.5%
Other values (1073)	2717	92.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
334	1	< 0.1%
372	1	< 0.1%
407	1	< 0.1%
432	1	< 0.1%
438	1	< 0.1%

Value	Count	Frequency (%)
5095	1	< 0.1%
4692	1	< 0.1%
3820	1	< 0.1%
3228	1	< 0.1%
3138	1	< 0.1%

2ndFlrSF
Real number (ℝ_≥0)

ZEROS

Distinct	635
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	335.4559727
Minimum	0
Maximum	2065
Zeros	1678
Zeros (%)	57.3%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	703.75
95-th percentile	1130.1
Maximum	2065
Range	2065
Interquartile range (IQR)	703.75

Descriptive statistics

Standard deviation	428.395715
Coefficient of variation (CV)	1.277054964
Kurtosis	-0.4148612968
Mean	335.4559727
Median Absolute Deviation (MAD)	0
Skewness	0.8664567508
Sum	982886
Variance	183522.8886
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1678	57.3%
546	23	0.8%
728	18	0.6%
504	17	0.6%
672	13	0.4%
600	13	0.4%
720	13	0.4%
896	11	0.4%
886	10	0.3%
780	9	0.3%
Other values (625)	1125	38.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1678	57.3%
110	1	< 0.1%
125	1	< 0.1%
144	1	< 0.1%
167	1	< 0.1%

Value	Count	Frequency (%)
2065	1	< 0.1%
1872	1	< 0.1%
1862	1	< 0.1%
1836	1	< 0.1%
1818	1	< 0.1%

GrLivArea
Real number (ℝ_≥0)

Distinct	1292
Distinct (%)	44.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1499.690444
Minimum	334
Maximum	5642
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	334
5-th percentile	861
Q1	1126
median	1442
Q3	1742.75
95-th percentile	2463.1
Maximum	5642
Range	5308
Interquartile range (IQR)	616.75

Descriptive statistics

Standard deviation	505.5088875
Coefficient of variation (CV)	0.3370754875
Kurtosis	4.137838193
Mean	1499.690444
Median Absolute Deviation (MAD)	311
Skewness	1.274109716
Sum	4394093
Variance	255539.2353
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
864	41	1.4%
1092	26	0.9%
1040	25	0.9%
1456	20	0.7%
1200	18	0.6%
894	15	0.5%
912	14	0.5%
816	14	0.5%
848	13	0.4%
1728	13	0.4%
Other values (1282)	2731	93.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
334	1	< 0.1%
407	1	< 0.1%
438	1	< 0.1%
480	1	< 0.1%
492	1	< 0.1%

Value	Count	Frequency (%)
5642	1	< 0.1%
5095	1	< 0.1%
4676	1	< 0.1%
4476	1	< 0.1%
4316	1	< 0.1%

BsmtFullBath
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

0	1709
1	1181
2	38
3	2

Frequencies
Length

Value	Count	Frequency (%)
0	1709	58.3%
1	1181	40.3%
2	38	1.3%
3	2	0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

FullBath
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.566552901
Minimum	0
Maximum	4
Zeros	12
Zeros (%)	0.4%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.5529406116
Coefficient of variation (CV)	0.3529664471
Kurtosis	-0.5414370373
Mean	1.566552901
Median Absolute Deviation (MAD)	0
Skewness	0.1719520775
Sum	4590
Variance	0.30574332
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2	1532	52.3%
1	1318	45.0%
3	64	2.2%
0	12	0.4%
4	4	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12	0.4%
1	1318	45.0%
2	1532	52.3%
3	64	2.2%
4	4	0.1%

Value	Count	Frequency (%)
4	4	0.1%
3	64	2.2%
2	1532	52.3%
1	1318	45.0%
0	12	0.4%

HalfBath
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

0	1843
1	1062
2	25

Frequencies
Length

Value	Count	Frequency (%)
0	1843	62.9%
1	1062	36.2%
2	25	0.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

BedroomAbvGr
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.854266212
Minimum	0
Maximum	8
Zeros	8
Zeros (%)	0.3%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	8
Range	8
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.827731142
Coefficient of variation (CV)	0.2899978771
Kurtosis	1.891420659
Mean	2.854266212
Median Absolute Deviation (MAD)	0
Skewness	0.3056942114
Sum	8363
Variance	0.6851388434
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	1597	54.5%
2	743	25.4%
4	400	13.7%
1	112	3.8%
5	48	1.6%
6	21	0.7%
0	8	0.3%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	0.3%
1	112	3.8%
2	743	25.4%
3	1597	54.5%
4	400	13.7%

Value	Count	Frequency (%)
8	1	< 0.1%
6	21	0.7%
5	48	1.6%
4	400	13.7%
3	1597	54.5%

KitchenQual
Categorical

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

TA	1494
Gd	1160
Ex	205
Fa	70
Po	1

Frequencies
Length

Value	Count	Frequency (%)
TA	1494	51.0%
Gd	1160	39.6%
Ex	205	7.0%
Fa	70	2.4%
Po	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

TotRmsAbvGrd
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.443003413
Minimum	2
Maximum	15
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	9
Maximum	15
Range	13
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.572964396
Coefficient of variation (CV)	0.2441352729
Kurtosis	1.154588179
Mean	6.443003413
Median Absolute Deviation (MAD)	1
Skewness	0.7535425619
Sum	18878
Variance	2.474216992
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
6	844	28.8%
7	649	22.2%
5	586	20.0%
8	347	11.8%
4	203	6.9%
9	143	4.9%
10	80	2.7%
11	32	1.1%
3	26	0.9%
12	16	0.5%
Other values (4)	4	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	< 0.1%
3	26	0.9%
4	203	6.9%
5	586	20.0%
6	844	28.8%

Value	Count	Frequency (%)
15	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	16	0.5%
11	32	1.1%

Fireplaces
Real number (ℝ_≥0)

ZEROS

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5993174061
Minimum	0
Maximum	4
Zeros	1422
Zeros (%)	48.5%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	1
95-th percentile	2
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.6479209166
Coefficient of variation (CV)	1.081098112
Kurtosis	0.1015084776
Mean	0.5993174061
Median Absolute Deviation (MAD)	1
Skewness	0.7392152012
Sum	1756
Variance	0.4198015141
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1422	48.5%
1	1274	43.5%
2	221	7.5%
3	12	0.4%
4	1	< 0.1%

Value	Count	Frequency (%)
4	1	< 0.1%
3	12	0.4%
2	221	7.5%
1	1274	43.5%
0	1422	48.5%

GarageType
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Attchd	1888
Detchd	782
BuiltIn	186
Basment	36
2Types	23

Frequencies
Length

Value	Count	Frequency (%)
Attchd	1888	64.4%
Detchd	782	26.7%
BuiltIn	186	6.3%
Basment	36	1.2%
2Types	23	0.8%
CarPort	15	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	6.080887372
Min length	6

GarageYrBlt
Real number (ℝ_≥0)

Distinct	103
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1978.179522
Minimum	1895
Maximum	2207
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	1895
5-th percentile	1930
Q1	1962
median	1979
Q3	2001
95-th percentile	2007
Maximum	2207
Range	312
Interquartile range (IQR)	39

Descriptive statistics

Standard deviation	24.82662017
Coefficient of variation (CV)	0.01255023616
Kurtosis	2.105775684
Mean	1978.179522
Median Absolute Deviation (MAD)	20
Skewness	-0.4011957539
Sum	5796066
Variance	616.3610691
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1979	194	6.6%
2005	142	4.8%
2007	115	3.9%
2006	115	3.9%
2004	99	3.4%
2003	92	3.1%
1977	66	2.3%
2008	61	2.1%
1998	59	2.0%
2000	55	1.9%
Other values (93)	1932	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1895	1	< 0.1%
1896	1	< 0.1%
1900	6	0.2%
1906	1	< 0.1%
1908	1	< 0.1%

Value	Count	Frequency (%)
2207	1	< 0.1%
2010	5	0.2%
2009	29	1.0%
2008	61	2.1%
2007	115	3.9%

GarageFinish
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Unf	1390
RFn	812
Fin	728

Frequencies
Length

Value	Count	Frequency (%)
Unf	1390	47.4%
RFn	812	27.7%
Fin	728	24.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

GarageArea
Real number (ℝ_≥0)

ZEROS

Distinct	603
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	472.8221843
Minimum	0
Maximum	1488
Zeros	157
Zeros (%)	5.4%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	320
median	480
Q3	576
95-th percentile	856
Maximum	1488
Range	1488
Interquartile range (IQR)	256

Descriptive statistics

Standard deviation	215.0098764
Coefficient of variation (CV)	0.4547372851
Kurtosis	0.9523576576
Mean	472.8221843
Median Absolute Deviation (MAD)	123
Skewness	0.242001162
Sum	1385369
Variance	46229.24696
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	157	5.4%
576	97	3.3%
440	96	3.3%
484	76	2.6%
240	69	2.4%
528	65	2.2%
400	58	2.0%
480	55	1.9%
264	51	1.7%
288	50	1.7%
Other values (593)	2156	73.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	157	5.4%
100	1	< 0.1%
160	3	0.1%
162	2	0.1%
164	2	0.1%

Value	Count	Frequency (%)
1488	1	< 0.1%
1418	1	< 0.1%
1390	1	< 0.1%
1356	1	< 0.1%
1348	1	< 0.1%

WoodDeckSF
Real number (ℝ_≥0)

ZEROS

Distinct	380
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	93.75187713
Minimum	0
Maximum	1424
Zeros	1526
Zeros (%)	52.1%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	168
95-th percentile	327.55
Maximum	1424
Range	1424
Interquartile range (IQR)	168

Descriptive statistics

Standard deviation	126.3615619
Coefficient of variation (CV)	1.347829673
Kurtosis	6.753955238
Mean	93.75187713
Median Absolute Deviation (MAD)	0
Skewness	1.842678099
Sum	274693
Variance	15967.24432
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1526	52.1%
100	74	2.5%
192	70	2.4%
144	61	2.1%
168	56	1.9%
120	53	1.8%
140	29	1.0%
240	20	0.7%
224	19	0.6%
160	17	0.6%
Other values (370)	1005	34.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1526	52.1%
4	1	< 0.1%
12	2	0.1%
14	1	< 0.1%
16	1	< 0.1%

Value	Count	Frequency (%)
1424	1	< 0.1%
870	1	< 0.1%
857	1	< 0.1%
736	1	< 0.1%
728	1	< 0.1%

OpenPorchSF
Real number (ℝ_≥0)

ZEROS

Distinct	252
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.5334471
Minimum	0
Maximum	742
Zeros	1300
Zeros (%)	44.4%
Memory size	22.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	27
Q3	70
95-th percentile	182.55
Maximum	742
Range	742
Interquartile range (IQR)	70

Descriptive statistics

Standard deviation	67.48340014
Coefficient of variation (CV)	1.419703477
Kurtosis	10.9543433
Mean	47.5334471
Median Absolute Deviation (MAD)	27
Skewness	2.535385919
Sum	139273
Variance	4554.009294
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1300	44.4%
48	52	1.8%
36	52	1.8%
40	44	1.5%
32	38	1.3%
24	36	1.2%
28	35	1.2%
20	33	1.1%
30	31	1.1%
60	30	1.0%
Other values (242)	1279	43.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1300	44.4%
4	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
10	2	0.1%

Value	Count	Frequency (%)
742	1	< 0.1%
570	1	< 0.1%
547	1	< 0.1%
523	1	< 0.1%
502	1	< 0.1%

SaleCondition
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	22.9 KiB

Normal	2413
Partial	245
Abnorml	190
Family	46
Alloca	24

Frequencies
Length

Value	Count	Frequency (%)
Normal	2413	82.4%
Partial	245	8.4%
Abnorml	190	6.5%
Family	46	1.6%
Alloca	24	0.8%
AdjLand	12	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	6.152559727
Min length	6

SalePrice
Real number (ℝ_≥0)

Distinct	1032
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	180796.0601
Minimum	12789
Maximum	755000
Zeros	0
Zeros (%)	0.0%
Memory size	22.9 KiB

Quantile statistics

Minimum	12789
5-th percentile	87500
Q1	129500
median	160000
Q3	213500
95-th percentile	335000
Maximum	755000
Range	742211
Interquartile range (IQR)	84000

Descriptive statistics

Standard deviation	79886.69236
Coefficient of variation (CV)	0.4418608034
Kurtosis	5.118899951
Mean	180796.0601
Median Absolute Deviation (MAD)	37000
Skewness	1.743500076
Sum	529732456
Variance	6381883616
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
135000	34	1.2%
140000	33	1.1%
130000	29	1.0%
155000	28	1.0%
145000	26	0.9%
160000	23	0.8%
110000	21	0.7%
185000	21	0.7%
115000	20	0.7%
170000	20	0.7%
Other values (1022)	2675	91.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12789	1	< 0.1%
13100	1	< 0.1%
34900	1	< 0.1%
35000	1	< 0.1%
35311	1	< 0.1%

Value	Count	Frequency (%)
755000	1	< 0.1%
745000	1	< 0.1%
625000	1	< 0.1%
615000	1	< 0.1%
611657	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	Neighborhood	OverallQual	OverallCond	YearBuilt	RoofStyle	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	Foundation	BsmtQual	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	FullBath	HalfBath	BedroomAbvGr	KitchenQual	TotRmsAbvGrd	Fireplaces	GarageType	GarageYrBlt	GarageFinish	GarageArea	WoodDeckSF	OpenPorchSF	SaleCondition	SalePrice
0	NAmes	6	5	1960	Hip	BrkFace	Plywood	Stone	112.0	TA	CBlock	TA	Gd	BLQ	639.0	Unf	0.0	441.0	1080.0	GasA	Fa	1656	0	1656	1.0	1	0	3	TA	7	2	Attchd	1960.0	Fin	528.0	210	62	Normal	215000
1	NAmes	5	6	1961	Gable	VinylSd	VinylSd	None	0.0	TA	CBlock	TA	No	Rec	468.0	LwQ	144.0	270.0	882.0	GasA	TA	896	0	896	0.0	1	0	2	TA	5	0	Attchd	1961.0	Unf	730.0	140	0	Normal	105000
2	NAmes	6	6	1958	Hip	Wd Sdng	Wd Sdng	BrkFace	108.0	TA	CBlock	TA	No	ALQ	923.0	Unf	0.0	406.0	1329.0	GasA	TA	1329	0	1329	0.0	1	1	3	Gd	6	0	Attchd	1958.0	Unf	312.0	393	36	Normal	172000
3	NAmes	7	5	1968	Hip	BrkFace	BrkFace	None	0.0	Gd	CBlock	TA	No	ALQ	1065.0	Unf	0.0	1045.0	2110.0	GasA	Ex	2110	0	2110	1.0	2	1	3	Ex	8	2	Attchd	1968.0	Fin	522.0	0	0	Normal	244000
4	Gilbert	5	5	1997	Gable	VinylSd	VinylSd	None	0.0	TA	PConc	Gd	No	GLQ	791.0	Unf	0.0	137.0	928.0	GasA	Gd	928	701	1629	0.0	2	1	3	TA	6	1	Attchd	1997.0	Fin	482.0	212	34	Normal	189900
5	Gilbert	6	6	1998	Gable	VinylSd	VinylSd	BrkFace	20.0	TA	PConc	TA	No	GLQ	602.0	Unf	0.0	324.0	926.0	GasA	Ex	926	678	1604	0.0	2	1	3	Gd	7	1	Attchd	1998.0	Fin	470.0	360	36	Normal	195500
6	StoneBr	8	5	2001	Gable	CemntBd	CmentBd	None	0.0	Gd	PConc	Gd	Mn	GLQ	616.0	Unf	0.0	722.0	1338.0	GasA	Ex	1338	0	1338	1.0	2	0	2	Gd	6	0	Attchd	2001.0	Fin	582.0	0	0	Normal	213500
7	StoneBr	8	5	1992	Gable	HdBoard	HdBoard	None	0.0	Gd	PConc	Gd	No	ALQ	263.0	Unf	0.0	1017.0	1280.0	GasA	Ex	1280	0	1280	0.0	2	0	2	Gd	5	0	Attchd	1992.0	RFn	506.0	0	82	Normal	191500
8	StoneBr	8	5	1995	Gable	CemntBd	CmentBd	None	0.0	Gd	PConc	Gd	No	GLQ	1180.0	Unf	0.0	415.0	1595.0	GasA	Ex	1616	0	1616	1.0	2	0	2	Gd	5	1	Attchd	1995.0	RFn	608.0	237	152	Normal	236500
9	Gilbert	7	5	1999	Gable	VinylSd	VinylSd	None	0.0	TA	PConc	TA	No	Unf	0.0	Unf	0.0	994.0	994.0	GasA	Gd	1028	776	1804	0.0	2	1	3	Gd	7	1	Attchd	1999.0	Fin	442.0	140	60	Normal	189000

Last rows

	Neighborhood	OverallQual	OverallCond	YearBuilt	RoofStyle	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	Foundation	BsmtQual	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	FullBath	HalfBath	BedroomAbvGr	KitchenQual	TotRmsAbvGrd	Fireplaces	GarageType	GarageYrBlt	GarageFinish	GarageArea	WoodDeckSF	OpenPorchSF	SaleCondition	SalePrice
2920	MeadowV	4	5	1970	Gable	CemntBd	CmentBd	None	0.0	TA	CBlock	TA	No	Rec	252.0	Unf	0.0	294.0	546.0	GasA	TA	546	546	1092	0.0	1	1	3	TA	6	0	CarPort	1970.0	Unf	286.0	0	24	Abnorml	71000
2921	Mitchel	6	5	1976	Gable	Plywood	Plywood	None	0.0	TA	CBlock	TA	Gd	Rec	936.0	LwQ	396.0	396.0	1728.0	GasA	TA	1728	0	1728	0.0	2	0	4	TA	8	0	Attchd	1976.0	Unf	574.0	40	0	Normal	150900
2922	Mitchel	5	5	1976	Gable	Plywood	Plywood	None	0.0	TA	CBlock	TA	No	ALQ	1606.0	Unf	0.0	122.0	1728.0	GasA	TA	1728	0	1728	2.0	2	0	4	TA	8	0	Detchd	1976.0	Unf	560.0	0	0	Family	188000
2923	Mitchel	5	5	1977	Gable	BrkFace	BrkFace	None	0.0	TA	CBlock	TA	No	ALQ	936.0	Unf	0.0	190.0	1126.0	GasA	Fa	1126	0	1126	1.0	2	0	3	TA	5	1	Attchd	1977.0	RFn	484.0	295	41	Normal	160000
2924	Mitchel	5	7	1960	Gable	VinylSd	VinylSd	None	0.0	TA	CBlock	TA	No	ALQ	1224.0	Unf	0.0	0.0	1224.0	GasA	Ex	1224	0	1224	1.0	1	0	4	TA	7	1	Detchd	1960.0	Unf	576.0	474	0	Abnorml	131000
2925	Mitchel	6	6	1984	Gable	HdBoard	HdBoard	None	0.0	TA	CBlock	TA	Av	GLQ	819.0	Unf	0.0	184.0	1003.0	GasA	TA	1003	0	1003	1.0	1	0	3	TA	6	0	Detchd	1984.0	Unf	588.0	120	0	Normal	142500
2926	Mitchel	5	5	1983	Gable	HdBoard	HdBoard	None	0.0	TA	CBlock	Gd	Av	BLQ	301.0	ALQ	324.0	239.0	864.0	GasA	TA	902	0	902	1.0	1	0	2	TA	5	0	Attchd	1983.0	Unf	484.0	164	0	Normal	131000
2927	Mitchel	5	5	1992	Gable	HdBoard	Wd Shng	None	0.0	TA	PConc	Gd	Av	GLQ	337.0	Unf	0.0	575.0	912.0	GasA	TA	970	0	970	0.0	1	0	3	TA	6	0	Attchd	1979.0	Unf	0.0	80	32	Normal	132000
2928	Mitchel	5	5	1974	Gable	HdBoard	HdBoard	None	0.0	TA	CBlock	Gd	Av	ALQ	1071.0	LwQ	123.0	195.0	1389.0	GasA	Gd	1389	0	1389	1.0	1	0	2	TA	6	1	Attchd	1975.0	RFn	418.0	240	38	Normal	170000
2929	Mitchel	7	5	1993	Gable	HdBoard	HdBoard	BrkFace	94.0	TA	PConc	Gd	Av	LwQ	758.0	Unf	0.0	238.0	996.0	GasA	Ex	996	1004	2000	0.0	2	1	3	TA	9	1	Attchd	1993.0	Fin	650.0	190	48	Normal	188000

Most frequent

	Neighborhood	OverallQual	OverallCond	YearBuilt	RoofStyle	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	Foundation	BsmtQual	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	FullBath	HalfBath	BedroomAbvGr	KitchenQual	TotRmsAbvGrd	Fireplaces	GarageType	GarageYrBlt	GarageFinish	GarageArea	WoodDeckSF	OpenPorchSF	SaleCondition	SalePrice	count
2	SawyerW	7	5	2000	Hip	VinylSd	VinylSd	BrkFace	23.0	TA	PConc	Ex	No	GLQ	820.0	Unf	348.0	1168.0	GasA	Ex	1168	1619	2787	2.0	4	2	6	TA	8	2	BuiltIn	2000.0	Fin	820.0	312	0	Normal	269500	3
0	Edwards	5	5	1987	Gable	Plywood	Plywood	None	0.0	TA	CBlock	Gd	Gd	GLQ	1200.0	Unf	0.0	1200.0	GasA	TA	1200	0	1200	3.0	3	0	3	TA	5	0	Attchd	1979.0	Unf	0.0	120	0	Alloca	179000	2
1	NridgHt	8	5	2006	Gable	VinylSd	VinylSd	Stone	108.0	Gd	PConc	Gd	Mn	GLQ	24.0	Unf	1530.0	1554.0	GasA	Ex	1554	0	1554	0.0	2	0	2	Gd	6	1	Attchd	2006.0	RFn	627.0	156	73	Normal	209500	2
3	Somerst	7	5	2007	Gable	VinylSd	VinylSd	None	0.0	Gd	PConc	Gd	No	Unf	0.0	Unf	689.0	689.0	GasA	Ex	703	689	1392	0.0	2	0	2	Gd	5	0	Detchd	2007.0	Unf	540.0	0	102	Abnorml	146000	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent